Beirbal (based on the Indian folk stories of Akbar and Birbal, spellings changed so that westerners can get the right pronounciation) is a tool to help people train their NLP (natural language processing) model. The format is provided in such a way that you can skip the use of prodigy, a very famous annotation tool from the makers of spacy.